{"id":2134,"date":"2025-09-13T12:03:47","date_gmt":"2025-09-13T04:03:47","guid":{"rendered":"https:\/\/safevv.org\/?p=2134"},"modified":"2025-09-13T12:03:51","modified_gmt":"2025-09-13T04:03:51","slug":"safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86","status":"publish","type":"post","link":"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/","title":{"rendered":"SafeW \u5b98\u65b9\u4e0b\u8f7d\u8de8\u5883\u7535\u5546\u6570\u636e\u667a\u80fd\u6280\u672f\u89e3\u6790\uff1a\u591a\u5e73\u53f0\u96c6\u6210 \/ AI \u9884\u6d4b \/ \u5b9e\u65f6\u770b\u677f \/ \u6570\u636e\u5b89\u5168\uff0c\u51b3\u7b56\u6548\u7387\u63d0 70%\uff0c\u9884\u6d4b\u51c6\u786e\u7387\u8d85 90%"},"content":{"rendered":"\n<p>\u201c\u4ee5\u524d\u6574\u5408\u4e9a\u9a6c\u900a\u3001\u901f\u5356\u901a\u3001Shopee 3 \u4e2a\u5e73\u53f0\u7684\u9500\u91cf\u3001\u5ba2\u6237\u3001\u5e7f\u544a\u6570\u636e\uff0c\u8981\u624b\u52a8\u7528 Excel \u505a ETL\uff08\u62bd\u53d6 &#8211; \u8f6c\u6362 &#8211; \u52a0\u8f7d\uff09\uff0c1 \u5468\u624d\u80fd\u51fa\u4e00\u6b21\u5206\u6790\u62a5\u544a\uff1b\u73b0\u5728\u7528 SafeW \u7684\u667a\u80fd\u6570\u636e\u67b6\u6784\uff0c\u5b9e\u65f6\u96c6\u6210\u591a\u5e73\u53f0\u6570\u636e\uff0cAI \u9884\u6d4b\u4e0b\u5468\u9500\u91cf\u8bef\u5dee\u4e0d\u5230 5%\uff0c\u9009\u54c1\u51b3\u7b56\u4ece\u2018\u9760\u7ecf\u9a8c\u2019\u53d8\u6210\u2018\u9760\u6570\u636e\u2019\u3002\u201d \u6df1\u5733 \u201c\u73af\u7403\u6613\u8d2d\u201d \u8de8\u5883\u7535\u5546\u6570\u636e\u8d1f\u8d23\u4eba\u9648\u94ed\uff0c\u770b\u7740\u5b9e\u65f6\u66f4\u65b0\u7684\u9500\u91cf\u9884\u6d4b\u770b\u677f\uff0c\u7ec8\u4e8e\u6446\u8131\u4e86 \u201c\u6570\u636e\u6ede\u540e\u62d6\u51b3\u7b56\u201d \u7684\u56f0\u5883\u3002\u5bf9\u591a\u5e73\u53f0\u8fd0\u8425\u7684\u8de8\u5883\u7535\u5546\u800c\u8a00\uff0c\u201c\u6570\u636e\u788e\u7247\u5316\u3001\u5206\u6790\u6548\u7387\u4f4e\u3001\u51b3\u7b56\u65e0\u4f9d\u636e\u3001\u5b89\u5168\u6709\u98ce\u9669\u201d \u662f\u6838\u5fc3\u6280\u672f\u74f6\u9888\uff0c\u800c<a href=\"https:\/\/safevv.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>safew \u5b98\u65b9<\/strong><\/a>\u9488\u5bf9\u8de8\u5883\u6570\u636e\u573a\u666f\u8bbe\u8ba1\u7684 \u201c\u591a\u5e73\u53f0\u96c6\u6210 + \u667a\u80fd\u5206\u6790\u201d \u6280\u672f\u67b6\u6784\uff0c\u6b63\u4ece\u5e95\u5c42\u5b9e\u73b0 \u201c\u6570\u636e\u901a\u3001\u5206\u6790\u5feb\u3001\u51b3\u7b56\u51c6\u3001\u5b89\u5168\u7a33\u201d\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E4%B8%80%E3%80%81%E8%B7%A8%E5%A2%83%E6%95%B0%E6%8D%AE%E6%8A%80%E6%9C%AF%E7%97%9B%E7%82%B9%EF%BC%9A4_%E5%A4%A7%E7%93%B6%E9%A2%88%EF%BC%8C%E8%AE%A9%E6%95%B0%E6%8D%AE%E6%88%90_%E2%80%9C%E8%B4%9F%E6%8B%85%E2%80%9D_%E8%80%8C%E9%9D%9E_%E2%80%9C%E8%B5%84%E4%BA%A7%E2%80%9D\" >\u4e00\u3001\u8de8\u5883\u6570\u636e\u6280\u672f\u75db\u70b9\uff1a4 \u5927\u74f6\u9888\uff0c\u8ba9\u6570\u636e\u6210 \u201c\u8d1f\u62c5\u201d \u800c\u975e \u201c\u8d44\u4ea7\u201d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E4%BA%8C%E3%80%81SafeW_%E8%B7%A8%E5%A2%83%E6%95%B0%E6%8D%AE%E6%99%BA%E8%83%BD%E6%8A%80%E6%9C%AF%E6%9E%B6%E6%9E%84%EF%BC%9A4_%E5%A4%A7%E6%A0%B8%E5%BF%83%E6%A8%A1%E5%9D%97%EF%BC%8C%E8%AE%A9%E6%95%B0%E6%8D%AE%E9%A9%B1%E5%8A%A8%E5%86%B3%E7%AD%96\" >\u4e8c\u3001SafeW \u8de8\u5883\u6570\u636e\u667a\u80fd\u6280\u672f\u67b6\u6784\uff1a4 \u5927\u6838\u5fc3\u6a21\u5757\uff0c\u8ba9\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#1_%E5%A4%9A%E5%B9%B3%E5%8F%B0%E6%95%B0%E6%8D%AE_ETL_%E6%99%BA%E8%83%BD%E9%80%82%E9%85%8D%EF%BC%9A%E4%B8%80%E9%94%AE%E9%9B%86%E6%88%90%EF%BC%8C%E6%A0%BC%E5%BC%8F%E8%BD%AC%E6%8D%A2_0_%E6%89%8B%E5%8A%A8\" >1. \u591a\u5e73\u53f0\u6570\u636e ETL \u667a\u80fd\u9002\u914d\uff1a\u4e00\u952e\u96c6\u6210\uff0c\u683c\u5f0f\u8f6c\u6362 0 \u624b\u52a8<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86%E4%B8%8E%E4%BC%98%E5%8A%BF%EF%BC%9A\" >\u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E5%AE%9E%E6%93%8D%E9%83%A8%E7%BD%B2%EF%BC%88safew_%E7%94%B5%E8%84%91%E7%89%88%E4%B8%8B%E8%BD%BD_%E5%90%8E%E5%8F%B0%E9%85%8D%E7%BD%AE%EF%BC%89%EF%BC%9A\" >\u5b9e\u64cd\u90e8\u7f72\uff08safew \u7535\u8111\u7248\u4e0b\u8f7d \u540e\u53f0\u914d\u7f6e\uff09\uff1a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#2_%E5%AE%9E%E6%97%B6%E6%95%B0%E6%8D%AE%E6%B5%81%E5%BC%8F%E5%88%86%E6%9E%90%EF%BC%9A%E7%A7%92%E7%BA%A7%E6%B4%9E%E5%AF%9F%EF%BC%8C%E5%8A%A8%E6%80%81%E8%B0%83%E6%95%B4%E4%B8%8D%E6%BB%9E%E5%90%8E\" >2. \u5b9e\u65f6\u6570\u636e\u6d41\u5f0f\u5206\u6790\uff1a\u79d2\u7ea7\u6d1e\u5bdf\uff0c\u52a8\u6001\u8c03\u6574\u4e0d\u6ede\u540e<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86%E4%B8%8E%E4%BC%98%E5%8A%BF%EF%BC%9A-2\" >\u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E5%AE%9E%E6%93%8D%E9%83%A8%E7%BD%B2%EF%BC%88%E6%89%8B%E6%9C%BA%E7%AB%AF_%E7%94%B5%E8%84%91%E7%AB%AF%E5%8D%8F%E5%90%8C%EF%BC%89%EF%BC%9A\" >\u5b9e\u64cd\u90e8\u7f72\uff08\u624b\u673a\u7aef + \u7535\u8111\u7aef\u534f\u540c\uff09\uff1a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#3_AI_%E9%A9%B1%E5%8A%A8%E6%99%BA%E8%83%BD%E9%A2%84%E6%B5%8B%EF%BC%9A%E9%94%80%E9%87%8F_%E9%80%89%E5%93%81_%E5%AE%A2%E6%88%B7%E5%88%86%E7%BE%A4%EF%BC%8C%E5%87%86%E7%A1%AE%E7%8E%87%E8%B6%85_90\" >3. AI \u9a71\u52a8\u667a\u80fd\u9884\u6d4b\uff1a\u9500\u91cf \/ \u9009\u54c1 \/ \u5ba2\u6237\u5206\u7fa4\uff0c\u51c6\u786e\u7387\u8d85 90%<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86%E4%B8%8E%E4%BC%98%E5%8A%BF%EF%BC%9A-3\" >\u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E5%AE%9E%E6%93%8D%E9%83%A8%E7%BD%B2%EF%BC%9A\" >\u5b9e\u64cd\u90e8\u7f72\uff1a<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#4_%E8%B7%A8%E5%A2%83%E6%95%B0%E6%8D%AE%E5%AE%89%E5%85%A8%E5%90%88%E8%A7%84%EF%BC%9A%E5%85%A8%E9%93%BE%E8%B7%AF%E5%8A%A0%E5%AF%86%EF%BC%8C%E9%80%82%E9%85%8D%E5%85%A8%E7%90%83%E5%90%88%E8%A7%84%E6%A0%87%E5%87%86\" >4. \u8de8\u5883\u6570\u636e\u5b89\u5168\u5408\u89c4\uff1a\u5168\u94fe\u8def\u52a0\u5bc6\uff0c\u9002\u914d\u5168\u7403\u5408\u89c4\u6807\u51c6<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86%E4%B8%8E%E4%BC%98%E5%8A%BF%EF%BC%9A-4\" >\u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E5%AE%9E%E6%93%8D%E9%83%A8%E7%BD%B2%EF%BC%9A-2\" >\u5b9e\u64cd\u90e8\u7f72\uff1a<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E4%B8%89%E3%80%81%E6%8A%80%E6%9C%AF%E6%95%85%E9%9A%9C%E8%A7%A3%E5%86%B3%EF%BC%9A3_%E7%B1%BB%E8%B7%A8%E5%A2%83%E6%95%B0%E6%8D%AE%E9%AB%98%E9%A2%91%E9%97%AE%E9%A2%98%EF%BC%8C1_%E5%88%86%E9%92%9F%E4%BF%AE%E5%A4%8D\" >\u4e09\u3001\u6280\u672f\u6545\u969c\u89e3\u51b3\uff1a3 \u7c7b\u8de8\u5883\u6570\u636e\u9ad8\u9891\u95ee\u9898\uff0c1 \u5206\u949f\u4fee\u590d<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#1_%E5%A4%9A%E5%B9%B3%E5%8F%B0%E6%95%B0%E6%8D%AE%E9%9B%86%E6%88%90%E5%A4%B1%E8%B4%A5%EF%BC%8C%E6%8F%90%E7%A4%BA_%E2%80%9C%E5%AD%97%E6%AE%B5%E5%8C%B9%E9%85%8D%E9%94%99%E8%AF%AF%E2%80%9D%EF%BC%9F\" >1. \u591a\u5e73\u53f0\u6570\u636e\u96c6\u6210\u5931\u8d25\uff0c\u63d0\u793a \u201c\u5b57\u6bb5\u5339\u914d\u9519\u8bef\u201d\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#2_AI_%E9%94%80%E9%87%8F%E9%A2%84%E6%B5%8B%E5%81%8F%E5%B7%AE%E8%B6%85_15%EF%BC%8C%E4%B8%8E%E5%AE%9E%E9%99%85%E9%94%80%E9%87%8F%E4%B8%8D%E7%AC%A6%EF%BC%9F\" >2. AI \u9500\u91cf\u9884\u6d4b\u504f\u5dee\u8d85 15%\uff0c\u4e0e\u5b9e\u9645\u9500\u91cf\u4e0d\u7b26\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#3_%E5%AE%9E%E6%97%B6%E7%9C%8B%E6%9D%BF%E5%8D%A1%E9%A1%BF%EF%BC%8C%E6%95%B0%E6%8D%AE%E6%9B%B4%E6%96%B0%E5%BB%B6%E8%BF%9F%E8%B6%85_10_%E7%A7%92%EF%BC%9F\" >3. \u5b9e\u65f6\u770b\u677f\u5361\u987f\uff0c\u6570\u636e\u66f4\u65b0\u5ef6\u8fdf\u8d85 10 \u79d2\uff1f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/safevv.org\/index.php\/2025\/09\/13\/safew-%e5%ae%98%e6%96%b9%e4%b8%8b%e8%bd%bd%e8%b7%a8%e5%a2%83%e7%94%b5%e5%95%86%e6%95%b0%e6%8d%ae%e6%99%ba%e8%83%bd%e6%8a%80%e6%9c%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e5%a4%9a%e5%b9%b3%e5%8f%b0%e9%9b%86\/#%E5%9B%9B%E3%80%81%E6%80%BB%E7%BB%93%EF%BC%9A%E8%B7%A8%E5%A2%83%E7%94%B5%E5%95%86%E6%95%B0%E6%8D%AE%E6%99%BA%E8%83%BD%EF%BC%8C%E9%80%89_SafeW_%E6%8A%80%E6%9C%AF%E6%89%8D_%E2%80%9C%E9%AB%98%E6%95%88%E5%86%B3%E7%AD%96%E2%80%9D\" >\u56db\u3001\u603b\u7ed3\uff1a\u8de8\u5883\u7535\u5546\u6570\u636e\u667a\u80fd\uff0c\u9009 SafeW \u6280\u672f\u624d \u201c\u9ad8\u6548\u51b3\u7b56\u201d<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%80%E3%80%81%E8%B7%A8%E5%A2%83%E6%95%B0%E6%8D%AE%E6%8A%80%E6%9C%AF%E7%97%9B%E7%82%B9%EF%BC%9A4_%E5%A4%A7%E7%93%B6%E9%A2%88%EF%BC%8C%E8%AE%A9%E6%95%B0%E6%8D%AE%E6%88%90_%E2%80%9C%E8%B4%9F%E6%8B%85%E2%80%9D_%E8%80%8C%E9%9D%9E_%E2%80%9C%E8%B5%84%E4%BA%A7%E2%80%9D\"><\/span>\u4e00\u3001\u8de8\u5883\u6570\u636e\u6280\u672f\u75db\u70b9\uff1a4 \u5927\u74f6\u9888\uff0c\u8ba9\u6570\u636e\u6210 \u201c\u8d1f\u62c5\u201d \u800c\u975e \u201c\u8d44\u4ea7\u201d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u4e2d\u5c0f\u8de8\u5883\u7535\u5546\u8fd0\u8425\u4e9a\u9a6c\u900a\u3001\u901f\u5356\u901a\u3001Shopee \u7b49\u591a\u5e73\u53f0\u65f6\uff0c\u4f20\u7edf\u6570\u636e\u7ba1\u7406\u65b9\u5f0f\u5e38\u56e0 \u201c\u6280\u672f\u9002\u914d\u4e0d\u8db3\u201d \u9677\u5165\u4ee5\u4e0b\u56f0\u5883\uff0c\u6570\u636e\u4ef7\u503c\u65e0\u6cd5\u91ca\u653e\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u591a\u5e73\u53f0\u6570\u636e\u788e\u7247\u5316<\/strong>\uff1a\u5404\u5e73\u53f0\u6570\u636e\u683c\u5f0f\u4e0d\u7edf\u4e00\uff08\u4e9a\u9a6c\u900a\u9500\u91cf\u6570\u636e\u4e3a CSV\u3001\u901f\u5356\u901a\u4e3a JSON\u3001Shopee \u4e3a Excel\uff09\uff0c\u9700\u624b\u52a8\u8f6c\u6362\u683c\u5f0f\uff0c100 \u4e07\u6761\u6570\u636e\u5904\u7406\u8017\u65f6\u8d85 8 \u5c0f\u65f6\uff0c\u4e14\u6613\u51fa\u73b0 \u201c\u5b57\u6bb5\u5339\u914d\u9519\u8bef\u201d\uff08\u5982 \u201c\u8ba2\u5355\u91d1\u989d\u201d \u5b57\u6bb5\u4e9a\u9a6c\u900a\u53eb \u201corder_amount\u201d\uff0c\u901f\u5356\u901a\u53eb \u201corder_value\u201d\uff09\uff1b<\/li>\n\n\n\n<li><strong>\u6570\u636e\u5206\u6790\u4e25\u91cd\u6ede\u540e<\/strong>\uff1a\u4f9d\u8d56 \u201cT+1\u201d \u751a\u81f3 \u201cT+7\u201d \u7684\u79bb\u7ebf\u5206\u6790\uff08\u5982\u672c\u5468\u5206\u6790\u4e0a\u5468\u6570\u636e\uff09\uff0c\u65e0\u6cd5\u5b9e\u65f6\u6d1e\u5bdf \u201c\u67d0 SKU \u7a81\u7136\u7206\u5355\u201d\u201c\u5e7f\u544a\u8f6c\u5316\u7387\u9aa4\u964d\u201d \u7b49\u52a8\u6001\uff0c\u9519\u5931\u8c03\u6574\u65f6\u673a\uff08\u5982\u67d0\u7206\u5355 SKU \u56e0\u672a\u53ca\u65f6\u8865\u8d27\uff0c3 \u5929\u65ad\u8d27\u635f\u5931 1.2 \u4e07\u5143\uff09\uff1b<\/li>\n\n\n\n<li><strong>\u51b3\u7b56\u7f3a\u4e4f AI \u652f\u6491<\/strong>\uff1a\u9500\u91cf\u9884\u6d4b\u3001\u5ba2\u6237\u5206\u7fa4\u3001\u9009\u54c1\u63a8\u8350\u9760 \u201c\u4eba\u5de5\u7ecf\u9a8c\u201d\uff0c\u8bef\u5dee\u7387\u8d85 20%\uff08\u5982\u9884\u4f30\u67d0 SKU \u6708\u9500 500 \u4ef6\uff0c\u5b9e\u9645\u4ec5\u9500 280 \u4ef6\uff0c\u79ef\u538b\u5e93\u5b58 3 \u4e07\u5143\uff09\uff1b<\/li>\n\n\n\n<li><strong>\u6570\u636e\u5b89\u5168\u98ce\u9669\u9ad8<\/strong>\uff1a\u591a\u5e73\u53f0\u5ba2\u6237\u624b\u673a\u53f7\u3001\u652f\u4ed8\u4fe1\u606f\u7b49\u654f\u611f\u6570\u636e\u5b58\u672c\u5730 Excel\uff0c\u8bbe\u5907\u4e22\u5931\u6216\u5458\u5de5\u8bef\u64cd\u4f5c\u6613\u6cc4\u9732\uff0c\u8fdd\u53cd\u6b27\u76df GDPR\u3001\u7f8e\u56fd CCPA \u7b49\u5408\u89c4\u8981\u6c42\uff0c\u9762\u4e34\u8d85 10 \u4e07\u5143\u7f5a\u6b3e\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u201c\u53bb\u5e74\u56e0\u624b\u52a8\u8f6c\u6362\u6570\u636e\u65f6\u5b57\u6bb5\u5339\u914d\u9519\u8bef\uff0c\u628a\u901f\u5356\u901a\u2018\u9000\u6b3e\u91d1\u989d\u2019\u7b97\u6210\u2018\u8ba2\u5355\u91d1\u989d\u2019\uff0c\u5bfc\u81f4\u6708\u5ea6\u5229\u6da6\u5206\u6790\u504f\u5dee 30%\uff0c\u5dee\u70b9\u8bef\u5224\u67d0\u54c1\u7c7b\u2018\u76c8\u5229\u2019\u5b9e\u9645\u4e8f\u635f\uff0c\u8fd8\u597d\u53ca\u65f6\u53d1\u73b0\u624d\u6ca1\u76f2\u76ee\u6269\u4ea7\u3002\u201d \u9648\u94ed\u7684\u7ecf\u5386\uff0c\u662f\u8de8\u5883\u7535\u5546\u6570\u636e\u7ba1\u7406\u7684\u5178\u578b\u75db\u70b9\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BA%8C%E3%80%81SafeW_%E8%B7%A8%E5%A2%83%E6%95%B0%E6%8D%AE%E6%99%BA%E8%83%BD%E6%8A%80%E6%9C%AF%E6%9E%B6%E6%9E%84%EF%BC%9A4_%E5%A4%A7%E6%A0%B8%E5%BF%83%E6%A8%A1%E5%9D%97%EF%BC%8C%E8%AE%A9%E6%95%B0%E6%8D%AE%E9%A9%B1%E5%8A%A8%E5%86%B3%E7%AD%96\"><\/span>\u4e8c\u3001SafeW \u8de8\u5883\u6570\u636e\u667a\u80fd\u6280\u672f\u67b6\u6784\uff1a4 \u5927\u6838\u5fc3\u6a21\u5757\uff0c\u8ba9\u6570\u636e\u9a71\u52a8\u51b3\u7b56<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u901a\u8fc7<a href=\"https:\/\/safevv.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>safew \u8f6f\u4ef6\u4e0b\u8f7d<\/strong><\/a>\u90e8\u7f72\u7684 \u201c\u591a\u5e73\u53f0\u6570\u636e\u96c6\u6210 + \u667a\u80fd\u5206\u6790\u201d \u6280\u672f\u67b6\u6784\uff0c\u4ece \u201c\u6570\u636e\u63a5\u5165\u3001\u5b9e\u65f6\u5206\u6790\u3001AI \u9884\u6d4b\u3001\u5b89\u5168\u5408\u89c4\u201d \u56db\u5927\u7ef4\u5ea6\uff0c\u6784\u5efa\u8de8\u5883\u7535\u5546\u4e13\u5c5e\u6570\u636e\u667a\u80fd\u4f53\u7cfb\uff0c\u5b9e\u73b0 \u201c\u6570\u636e\u5904\u7406\u6548\u7387\u63d0 80%\u3001\u9884\u6d4b\u51c6\u786e\u7387\u8d85 90%\u3001\u5408\u89c4\u98ce\u9669\u964d\u4e3a 0\u201d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%E5%A4%9A%E5%B9%B3%E5%8F%B0%E6%95%B0%E6%8D%AE_ETL_%E6%99%BA%E8%83%BD%E9%80%82%E9%85%8D%EF%BC%9A%E4%B8%80%E9%94%AE%E9%9B%86%E6%88%90%EF%BC%8C%E6%A0%BC%E5%BC%8F%E8%BD%AC%E6%8D%A2_0_%E6%89%8B%E5%8A%A8\"><\/span>1. \u591a\u5e73\u53f0\u6570\u636e ETL \u667a\u80fd\u9002\u914d\uff1a\u4e00\u952e\u96c6\u6210\uff0c\u683c\u5f0f\u8f6c\u6362 0 \u624b\u52a8<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86%E4%B8%8E%E4%BC%98%E5%8A%BF%EF%BC%9A\"><\/span>\u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4f20\u7edf\u6570\u636e\u96c6\u6210\u9760 \u201c\u4eba\u5de5 ETL\u201d\uff0c\u6548\u7387\u4f4e\u4e14\u6613\u51fa\u9519\uff1bSafeW \u91c7\u7528 \u201c\u4f4e\u4ee3\u7801 ETL \u5f15\u64ce + \u591a\u5e73\u53f0 API \u9002\u914d\u5e93\u201d\uff0c\u5b9e\u73b0\u6570\u636e\u5168\u81ea\u52a8\u63a5\u5165\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u5e73\u53f0 API \u9002\u914d\u5e93<\/strong>\uff1a\u5185\u7f6e\u4e9a\u9a6c\u900a SP-API\u3001\u901f\u5356\u901a Open API\u3001Shopee Partner API \u7b49 20 + \u8de8\u5883\u5e73\u53f0\u7684\u6807\u51c6\u5316\u9002\u914d\u6a21\u5757\uff0c\u65e0\u9700\u5f00\u53d1\u5373\u53ef\u5bf9\u63a5\uff0c\u652f\u6301 \u201c\u589e\u91cf\u62bd\u53d6\u201d\uff08\u4ec5\u62c9\u53d6\u65b0\u589e \/ \u53d8\u5316\u6570\u636e\uff0c\u5982\u5f53\u5929\u8ba2\u5355\uff09\u548c \u201c\u5168\u91cf\u62bd\u53d6\u201d\uff08\u9996\u6b21\u5bf9\u63a5\u62c9\u53d6\u5386\u53f2\u6570\u636e\uff09\uff0c100 \u4e07\u6761\u6570\u636e\u62bd\u53d6\u8017\u65f6\u4ece 8 \u5c0f\u65f6\u7f29\u81f3 30 \u5206\u949f\uff1b<\/li>\n\n\n\n<li><strong>\u667a\u80fd\u683c\u5f0f\u8f6c\u6362<\/strong>\uff1a\u57fa\u4e8e \u201c\u5b57\u6bb5\u6620\u5c04\u77e5\u8bc6\u5e93\u201d\uff08\u5185\u7f6e 1000 + \u8de8\u5883\u7535\u5546\u5e38\u7528\u5b57\u6bb5\u6620\u5c04\u89c4\u5219\uff0c\u5982 \u201corder_amount=order_value = \u8ba2\u5355\u91d1\u989d\u201d\uff09\uff0c\u81ea\u52a8\u8bc6\u522b\u4e0d\u540c\u5e73\u53f0\u6570\u636e\u683c\u5f0f\u5e76\u8f6c\u6362\u4e3a\u7edf\u4e00\u6807\u51c6\uff08\u5982\u5168\u91cf\u8f6c\u4e3a Parquet \u5217\u5f0f\u5b58\u50a8\uff0c\u67e5\u8be2\u901f\u5ea6\u63d0\u5347 5 \u500d\uff09\uff0c\u907f\u514d\u4eba\u5de5\u5339\u914d\u9519\u8bef\uff1b<\/li>\n\n\n\n<li><strong>\u65ad\u70b9\u7eed\u4f20\u4e0e\u6570\u636e\u6821\u9a8c<\/strong>\uff1a\u62bd\u53d6\u8fc7\u7a0b\u4e2d\u82e5\u7f51\u7edc\u4e2d\u65ad\uff0c\u6062\u590d\u540e\u4ece\u65ad\u4f20\u4f4d\u7f6e\u7ee7\u7eed\uff0c\u65e0\u9700\u91cd\u62bd\uff1b\u6570\u636e\u52a0\u8f7d\u524d\u81ea\u52a8\u6267\u884c \u201c\u5b57\u6bb5\u7c7b\u578b\u6821\u9a8c\u201d\uff08\u5982 \u201c\u8ba2\u5355\u91d1\u989d\u201d \u5fc5\u987b\u4e3a\u6570\u503c\u578b\uff09\u3001\u201c\u7a7a\u503c\u8fc7\u6ee4\u201d\uff08\u5254\u9664\u65e0\u610f\u4e49\u7a7a\u6570\u636e\uff09\uff0c\u4fdd\u969c\u6570\u636e\u8d28\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E6%93%8D%E9%83%A8%E7%BD%B2%EF%BC%88safew_%E7%94%B5%E8%84%91%E7%89%88%E4%B8%8B%E8%BD%BD_%E5%90%8E%E5%8F%B0%E9%85%8D%E7%BD%AE%EF%BC%89%EF%BC%9A\"><\/span>\u5b9e\u64cd\u90e8\u7f72\uff08<a href=\"https:\/\/safevv.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>safew \u7535\u8111\u7248\u4e0b\u8f7d<\/strong><\/a> \u540e\u53f0\u914d\u7f6e\uff09\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u8fdb\u5165 \u201c\u6570\u636e\u7ba1\u7406\u2192\u6570\u636e\u96c6\u6210\u2192\u5e73\u53f0\u5bf9\u63a5\u201d\uff0c\u52fe\u9009\u9700\u5bf9\u63a5\u7684\u5e73\u53f0\uff08\u5982 \u201c\u4e9a\u9a6c\u900a\u7f8e\u56fd\u7ad9\u3001\u901f\u5356\u901a\u6b27\u6d32\u7ad9\u3001Shopee \u9a6c\u6765\u7ad9\u201d\uff09\uff0c\u8f93\u5165\u5e73\u53f0 API \u5bc6\u94a5\uff08<a href=\"https:\/\/safevv.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>safew \u5b98\u65b9<\/strong><\/a> \u63d0\u4f9b\u5bc6\u94a5\u83b7\u53d6\u6559\u7a0b\uff09\uff1b<\/li>\n\n\n\n<li>\u9009\u62e9 \u201c\u62bd\u53d6\u9891\u7387\u201d\uff08\u5b9e\u65f6 \/ \u6bcf\u5c0f\u65f6 \/ \u6bcf\u65e5\uff09\u548c \u201c\u6570\u636e\u8303\u56f4\u201d\uff08\u5982 \u201c\u8fd1 1 \u5e74\u8ba2\u5355\u6570\u636e + \u5b9e\u65f6\u65b0\u589e\u6570\u636e\u201d\uff09\uff1b<\/li>\n\n\n\n<li>\u70b9\u51fb \u201c\u542f\u52a8 ETL\u201d\uff0c\u7cfb\u7edf\u81ea\u52a8\u5b8c\u6210 \u201c\u62bd\u53d6 &#8211; \u8f6c\u6362 &#8211; \u52a0\u8f7d\u201d\uff0c\u5728 \u201c\u6570\u636e\u8d28\u91cf\u9762\u677f\u201d \u67e5\u770b\u6821\u9a8c\u7ed3\u679c\uff08\u5982 \u201c\u6210\u529f\u52a0\u8f7d 99.8 \u4e07\u6761\u6570\u636e\uff0c\u8fc7\u6ee4 0.2 \u4e07\u6761\u5f02\u5e38\u6570\u636e\u201d\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%E5%AE%9E%E6%97%B6%E6%95%B0%E6%8D%AE%E6%B5%81%E5%BC%8F%E5%88%86%E6%9E%90%EF%BC%9A%E7%A7%92%E7%BA%A7%E6%B4%9E%E5%AF%9F%EF%BC%8C%E5%8A%A8%E6%80%81%E8%B0%83%E6%95%B4%E4%B8%8D%E6%BB%9E%E5%90%8E\"><\/span>2. \u5b9e\u65f6\u6570\u636e\u6d41\u5f0f\u5206\u6790\uff1a\u79d2\u7ea7\u6d1e\u5bdf\uff0c\u52a8\u6001\u8c03\u6574\u4e0d\u6ede\u540e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86%E4%B8%8E%E4%BC%98%E5%8A%BF%EF%BC%9A-2\"><\/span>\u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4f20\u7edf\u79bb\u7ebf\u5206\u6790\u65e0\u6cd5\u6355\u6349\u5b9e\u65f6\u52a8\u6001\uff0cSafeW \u91c7\u7528 \u201cFlink \u6d41\u5904\u7406\u5f15\u64ce + \u5b9e\u65f6\u8ba1\u7b97\u6a21\u578b\u201d\uff0c\u5b9e\u73b0\u6570\u636e\u79d2\u7ea7\u5206\u6790\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Flink \u6d41\u5904\u7406\u5f15\u64ce<\/strong>\uff1a\u57fa\u4e8e\u5185\u5b58\u8ba1\u7b97\u7684 Flink \u5f15\u64ce\u652f\u6301 \u201c\u4e8b\u4ef6\u9a71\u52a8\u578b\u5206\u6790\u201d\uff08\u5982\u8ba2\u5355\u521b\u5efa\u3001\u5e7f\u544a\u70b9\u51fb\u7b49\u4e8b\u4ef6\u5b9e\u65f6\u89e6\u53d1\u5206\u6790\uff09\uff0c\u6570\u636e\u5904\u7406\u5ef6\u8fdf\u4f4e\u81f3 100 \u6beb\u79d2\uff0c\u53ef\u5b9e\u65f6\u8ba1\u7b97 \u201c\u5f53\u524d\u5c0f\u65f6\u9500\u91cf\u3001\u5b9e\u65f6\u5e7f\u544a ROI\u3001\u7206\u5355 SKUTOP10\u201d\uff1b<\/li>\n\n\n\n<li><strong>\u9884\u5b9a\u4e49\u5206\u6790\u6a21\u677f<\/strong>\uff1a\u5185\u7f6e \u201c\u5b9e\u65f6\u9500\u91cf\u76d1\u63a7\u201d\u201c\u5e7f\u544a\u6548\u679c\u8ffd\u8e2a\u201d\u201c\u5ba2\u6237\u884c\u4e3a\u5206\u6790\u201d \u7b49 10 + \u8de8\u5883\u7535\u5546\u4e13\u5c5e\u6a21\u677f\uff0c\u65e0\u9700\u7f16\u5199 SQL\uff0c\u4e00\u952e\u751f\u6210\u5b9e\u65f6\u6307\u6807\uff08\u5982 \u201c\u4e9a\u9a6c\u900a\u7f8e\u56fd\u7ad9\u5f53\u524d\u5c0f\u65f6\u9500\u91cf 1.2 \u4e07\u7f8e\u5143\uff0c\u8f83\u6628\u65e5\u540c\u671f\u589e\u957f 25%\u201d\uff09\uff1b<\/li>\n\n\n\n<li><strong>\u5f02\u5e38\u68c0\u6d4b\u544a\u8b66<\/strong>\uff1a\u8bbe\u7f6e \u201c\u6307\u6807\u9608\u503c\u201d\uff08\u5982 \u201c\u5e7f\u544a ROI \u4f4e\u4e8e 1:2\u3001\u9500\u91cf\u9aa4\u964d\u8d85 30%\u201d\uff09\uff0c\u7cfb\u7edf\u5b9e\u65f6\u76d1\u6d4b\u6307\u6807\uff0c\u5f02\u5e38\u65f6\u7acb\u5373\u89e6\u53d1\u544a\u8b66\uff08\u624b\u673a\u7aef\u5f39\u7a97 + \u90ae\u4ef6\uff09\uff0c\u5982 \u201c\u67d0 SKU10 \u5206\u949f\u5185\u9500\u91cf\u7a81\u589e 500 \u4ef6\uff0c\u89e6\u53d1\u2018\u7206\u5355\u9884\u8b66\u2019\uff0c\u63d0\u9192\u8865\u8d27\u201d\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E6%93%8D%E9%83%A8%E7%BD%B2%EF%BC%88%E6%89%8B%E6%9C%BA%E7%AB%AF_%E7%94%B5%E8%84%91%E7%AB%AF%E5%8D%8F%E5%90%8C%EF%BC%89%EF%BC%9A\"><\/span>\u5b9e\u64cd\u90e8\u7f72\uff08\u624b\u673a\u7aef + \u7535\u8111\u7aef\u534f\u540c\uff09\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u7535\u8111\u7aef\u8fdb\u5165 \u201c\u6570\u636e\u7ba1\u7406\u2192\u5b9e\u65f6\u5206\u6790\u2192\u6a21\u677f\u914d\u7f6e\u201d\uff0c\u52fe\u9009 \u201c\u5b9e\u65f6\u9500\u91cf\u76d1\u63a7\u201d\u201c\u5e7f\u544a\u5f02\u5e38\u68c0\u6d4b\u201d \u6a21\u677f\uff0c\u8bbe\u7f6e\u9608\u503c\uff08\u5982 \u201c\u9500\u91cf\u9aa4\u964d\u9608\u503c 30%\u3001\u5e7f\u544a ROI \u9608\u503c 1:2\u201d\uff09\uff1b<\/li>\n\n\n\n<li>\u624b\u673a\u7aef\uff08<a href=\"https:\/\/safevv.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u5b89\u5353\u4e0b\u8f7d safew<\/strong><\/a> \/ <a href=\"https:\/\/safevv.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>safew \u82f9\u679c\u7248\u4e0b\u8f7d<\/strong><\/a>\uff09\u6253\u5f00 \u201c\u5b9e\u65f6\u770b\u677f\u201d\uff0c\u67e5\u770b \u201c\u5168\u5e73\u53f0\u5b9e\u65f6\u9500\u91cf\u3001\u5f02\u5e38\u6307\u6807\u63d0\u9192\u201d\uff0c\u70b9\u51fb\u5f02\u5e38\u6307\u6807\u53ef\u67e5\u770b\u8be6\u60c5\uff08\u5982 \u201c\u5e7f\u544a ROI \u5f02\u5e38\uff1aFacebook Ads \u67d0\u7ec4 ROI 1:1.8\uff0c\u4f4e\u4e8e\u9608\u503c\u201d\uff09\uff1b<\/li>\n\n\n\n<li>\u7535\u8111\u7aef\u5728 \u201c\u5b9e\u65f6\u5206\u6790\u2192\u51b3\u7b56\u5efa\u8bae\u201d \u4e2d\uff0c\u7cfb\u7edf\u57fa\u4e8e\u5f02\u5e38\u6570\u636e\u81ea\u52a8\u63a8\u9001\u8c03\u6574\u65b9\u6848\uff08\u5982 \u201c\u5efa\u8bae\u6682\u505c Facebook \u4f4e ROI \u5e7f\u544a\u7ec4\uff0c\u5c06\u9884\u7b97\u8f6c\u79fb\u81f3 ROI 1:3.5 \u7684\u8c37\u6b4c Ads \u7ec4\u201d\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_AI_%E9%A9%B1%E5%8A%A8%E6%99%BA%E8%83%BD%E9%A2%84%E6%B5%8B%EF%BC%9A%E9%94%80%E9%87%8F_%E9%80%89%E5%93%81_%E5%AE%A2%E6%88%B7%E5%88%86%E7%BE%A4%EF%BC%8C%E5%87%86%E7%A1%AE%E7%8E%87%E8%B6%85_90\"><\/span>3. AI \u9a71\u52a8\u667a\u80fd\u9884\u6d4b\uff1a\u9500\u91cf \/ \u9009\u54c1 \/ \u5ba2\u6237\u5206\u7fa4\uff0c\u51c6\u786e\u7387\u8d85 90%<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86%E4%B8%8E%E4%BC%98%E5%8A%BF%EF%BC%9A-3\"><\/span>\u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4f20\u7edf\u4eba\u5de5\u9884\u6d4b\u8bef\u5dee\u5927\uff0cSafeW \u57fa\u4e8e \u201c\u673a\u5668\u5b66\u4e60\u6a21\u578b + \u8de8\u5883\u6570\u636e\u7279\u5f81\u5e93\u201d\uff0c\u5b9e\u73b0\u591a\u573a\u666f\u667a\u80fd\u9884\u6d4b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9500\u91cf\u9884\u6d4b\u6a21\u578b<\/strong>\uff1a\u878d\u5408 \u201c\u5386\u53f2\u9500\u91cf\u3001\u5b63\u8282\u56e0\u7d20\uff08\u5982\u9ed1\u4e94\u3001\u5723\u8bde\uff09\u3001\u5e7f\u544a\u6295\u5165\u3001\u7ade\u54c1\u4ef7\u683c\u201d \u7b49 15 + \u7279\u5f81\uff0c\u91c7\u7528 LightGBM \u68af\u5ea6\u63d0\u5347\u6811\u6a21\u578b\uff0c\u9884\u6d4b\u672a\u6765 7 \u5929 \/ 30 \u5929\u9500\u91cf\uff0c\u51c6\u786e\u7387\u8d85 90%\uff08\u5982\u9884\u6d4b\u67d0 SKU \u4e0b\u5468\u9500\u91cf 320 \u4ef6\uff0c\u5b9e\u9645\u9500 305 \u4ef6\uff0c\u8bef\u5dee 4.7%\uff09\uff1b<\/li>\n\n\n\n<li><strong>\u667a\u80fd\u9009\u54c1\u63a8\u8350<\/strong>\uff1a\u57fa\u4e8e \u201c\u5173\u952e\u8bcd\u70ed\u5ea6\u3001\u7ade\u54c1\u9500\u91cf\u589e\u901f\u3001\u5229\u6da6\u7a7a\u95f4\u201d \u4e09\u5927\u7ef4\u5ea6\uff0c\u7528\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\u63a8\u8350 \u201c\u9ad8\u6f5c\u529b SKU\u201d\uff08\u5982 \u201c\u2018\u4fbf\u643a\u9732\u8425\u706f\u2019\u5173\u952e\u8bcd\u641c\u7d22\u91cf\u5468\u589e 40%\uff0c\u7ade\u54c1\u5c11\uff0c\u5efa\u8bae\u4f18\u5148\u5e03\u5c40\u201d\uff09\uff1b<\/li>\n\n\n\n<li><strong>\u5ba2\u6237\u5206\u7fa4\u6a21\u578b<\/strong>\uff1a\u901a\u8fc7 K-Means \u805a\u7c7b\u7b97\u6cd5\uff0c\u5c06\u5ba2\u6237\u5206\u4e3a \u201c\u9ad8\u4ef7\u503c\u590d\u8d2d\u5ba2\u6237\uff08\u5e74\u6d88\u8d39\u8d85 1000 \u7f8e\u5143\uff0c\u590d\u8d2d 3 \u6b21 +\uff09\u3001\u65b0\u5ba2\u6237\u3001\u6d41\u5931\u98ce\u9669\u5ba2\u6237\u201d\uff0c\u5e76\u63a8\u9001\u5dee\u5f02\u5316\u8fd0\u8425\u7b56\u7565\uff08\u5982 \u201c\u5bf9\u6d41\u5931\u98ce\u9669\u5ba2\u6237\u63a8\u9001 8 \u6298\u4f18\u60e0\u5238\uff0c\u53ec\u56de\u7387\u63d0\u5347 25%\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E6%93%8D%E9%83%A8%E7%BD%B2%EF%BC%9A\"><\/span>\u5b9e\u64cd\u90e8\u7f72\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u7535\u8111\u7aef\u8fdb\u5165 \u201c\u6570\u636e\u7ba1\u7406\u2192AI \u9884\u6d4b\u2192\u9500\u91cf\u9884\u6d4b\u201d\uff0c\u9009\u62e9\u9700\u9884\u6d4b\u7684 SKU \u548c\u65f6\u95f4\u8303\u56f4\uff087 \u5929 \/ 30 \u5929\uff09\uff0c\u70b9\u51fb \u201c\u751f\u6210\u9884\u6d4b\u62a5\u544a\u201d\uff0c\u7cfb\u7edf\u5c55\u793a \u201c\u9884\u6d4b\u9500\u91cf\u3001\u7f6e\u4fe1\u533a\u95f4\uff08\u5982 305-335 \u4ef6\uff09\u3001\u5f71\u54cd\u56e0\u7d20 TOP3\uff08\u5982\u2018\u5e7f\u544a\u6295\u5165\u589e\u52a0 20%\uff0c\u9500\u91cf\u63d0\u5347 15%\u2019\uff09\u201d\uff1b<\/li>\n\n\n\n<li>\u8fdb\u5165 \u201c\u9009\u54c1\u63a8\u8350\u201d \u6a21\u5757\uff0c\u67e5\u770b \u201c\u9ad8\u6f5c\u529b SKU \u5217\u8868\u201d\uff0c\u70b9\u51fb SKU \u53ef\u67e5\u770b \u201c\u5173\u952e\u8bcd\u70ed\u5ea6\u8d8b\u52bf\u3001\u7ade\u54c1\u5206\u6790\u3001\u5229\u6da6\u9884\u4f30\u201d\uff1b<\/li>\n\n\n\n<li>\u8fdb\u5165 \u201c\u5ba2\u6237\u5206\u7fa4\u201d \u6a21\u5757\uff0c\u4e0b\u8f7d \u201c\u5ba2\u6237\u5206\u7fa4\u540d\u5355\u201d\uff0c\u540c\u6b65\u81f3 CRM \u7cfb\u7edf\u6267\u884c\u5dee\u5f02\u5316\u8fd0\u8425\uff08\u5982\u5bf9\u9ad8\u4ef7\u503c\u5ba2\u6237\u63a8\u9001\u4e13\u5c5e\u65b0\u54c1\u9884\u544a\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%E8%B7%A8%E5%A2%83%E6%95%B0%E6%8D%AE%E5%AE%89%E5%85%A8%E5%90%88%E8%A7%84%EF%BC%9A%E5%85%A8%E9%93%BE%E8%B7%AF%E5%8A%A0%E5%AF%86%EF%BC%8C%E9%80%82%E9%85%8D%E5%85%A8%E7%90%83%E5%90%88%E8%A7%84%E6%A0%87%E5%87%86\"><\/span>4. \u8de8\u5883\u6570\u636e\u5b89\u5168\u5408\u89c4\uff1a\u5168\u94fe\u8def\u52a0\u5bc6\uff0c\u9002\u914d\u5168\u7403\u5408\u89c4\u6807\u51c6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8A%80%E6%9C%AF%E5%8E%9F%E7%90%86%E4%B8%8E%E4%BC%98%E5%8A%BF%EF%BC%9A-4\"><\/span>\u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u8de8\u5883\u6570\u636e\u6d89\u53ca\u591a\u5730\u533a\u5408\u89c4\u8981\u6c42\uff0cSafeW \u91c7\u7528 \u201c\u5168\u94fe\u8def\u52a0\u5bc6 + \u6a21\u5757\u5316\u5408\u89c4\u201d\uff0c\u4fdd\u969c\u6570\u636e\u5b89\u5168\u65e0\u98ce\u9669\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u4f20\u8f93\u52a0\u5bc6<\/strong>\uff1a\u91c7\u7528 TLS 1.3 \u534f\u8bae\u52a0\u5bc6\u4f20\u8f93\u591a\u5e73\u53f0\u6570\u636e\uff0c\u9632\u6b62 \u201c\u4e2d\u95f4\u4eba\u653b\u51fb\u201d\uff1b\u6570\u636e\u5b58\u50a8\u91c7\u7528 AES-256-GCM \u52a0\u5bc6\uff0c\u654f\u611f\u5b57\u6bb5\uff08\u5982\u5ba2\u6237\u624b\u673a\u53f7\u3001\u652f\u4ed8\u4fe1\u606f\uff09\u989d\u5916\u8fdb\u884c \u201c\u683c\u5f0f\u4fdd\u7559\u52a0\u5bc6\u201d\uff08\u5982\u624b\u673a\u53f7 138****1234\uff09\uff0c\u65e2\u8131\u654f\u53c8\u4e0d\u5f71\u54cd\u7edf\u8ba1\u5206\u6790\uff1b<\/li>\n\n\n\n<li><strong>\u6a21\u5757\u5316\u5408\u89c4\u9002\u914d<\/strong>\uff1a\u5185\u7f6e \u201cGDPR \u5408\u89c4\u6a21\u5757\u201d\u201cCCPA \u5408\u89c4\u6a21\u5757\u201d\u201c\u4e1c\u5357\u4e9a PDPA \u5408\u89c4\u6a21\u5757\u201d\uff0c\u542f\u7528\u540e\u81ea\u52a8\u6267\u884c\u5408\u89c4\u64cd\u4f5c\uff08\u5982 GDPR \u6a21\u5757\u5f00\u542f\u540e\uff0c\u652f\u6301 \u201c\u5ba2\u6237\u6570\u636e\u5220\u9664\u8bf7\u6c42\u201d \u4e00\u952e\u5904\u7406\uff0c30 \u5206\u949f\u5185\u5b8c\u6210\u6570\u636e\u6e05\u7406\uff09\uff1b<\/li>\n\n\n\n<li><strong>\u7ec6\u7c92\u5ea6\u6743\u9650\u63a7\u5236<\/strong>\uff1a\u57fa\u4e8e \u201cRBAC \u89d2\u8272\u6743\u9650\u6a21\u578b\u201d\uff0c\u8bbe\u7f6e \u201c\u6570\u636e\u67e5\u770b\u6743\u9650\u201d\uff08\u5982 \u201c\u8fd0\u8425\u4ec5\u770b\u9500\u91cf\u6570\u636e\uff0c\u8d22\u52a1\u770b\u5229\u6da6\u6570\u636e\uff0c\u7ba1\u7406\u5458\u770b\u5168\u91cf\u6570\u636e\u201d\uff09\uff0c\u907f\u514d\u6570\u636e\u8d8a\u6743\u8bbf\u95ee\uff0c\u64cd\u4f5c\u65e5\u5fd7\u5168\u7a0b\u5ba1\u8ba1\uff08\u5982 \u201c\u67d0\u5458\u5de5\u67e5\u770b\u7f8e\u56fd\u7ad9\u5ba2\u6237\u6570\u636e\uff0c\u8bb0\u5f55\u65f6\u95f4\u3001\u64cd\u4f5c\u5185\u5bb9\u201d\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E6%93%8D%E9%83%A8%E7%BD%B2%EF%BC%9A-2\"><\/span>\u5b9e\u64cd\u90e8\u7f72\uff1a<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u7535\u8111\u7aef\u8fdb\u5165 \u201c\u6570\u636e\u7ba1\u7406\u2192\u5b89\u5168\u5408\u89c4\u2192\u52a0\u5bc6\u8bbe\u7f6e\u201d\uff0c\u5f00\u542f \u201c\u4f20\u8f93\u52a0\u5bc6\u201d\u201c\u5b58\u50a8\u52a0\u5bc6\u201d\uff0c\u8bbe\u7f6e\u654f\u611f\u5b57\u6bb5\u8131\u654f\u89c4\u5219\uff08\u5982 \u201c\u624b\u673a\u53f7\u4e2d\u95f4 4 \u4f4d\u8131\u654f\u3001\u90ae\u7bb1 @\u540e 3 \u4f4d\u8131\u654f\u201d\uff09\uff1b<\/li>\n\n\n\n<li>\u8fdb\u5165 \u201c\u5408\u89c4\u6a21\u5757\u201d\uff0c\u52fe\u9009\u5bf9\u5e94\u5730\u533a\u5408\u89c4\u6807\u51c6\uff08\u5982 \u201c\u6b27\u6d32\u7ad9\u52fe\u9009 GDPR\u3001\u7f8e\u56fd\u7ad9\u52fe\u9009 CCPA\u201d\uff09\uff1b<\/li>\n\n\n\n<li>\u8fdb\u5165 \u201c\u6743\u9650\u7ba1\u7406\u201d\uff0c\u521b\u5efa\u89d2\u8272\uff08\u5982 \u201c\u8fd0\u8425\u89d2\u8272\u3001\u8d22\u52a1\u89d2\u8272\u201d\uff09\uff0c\u5206\u914d\u6570\u636e\u6743\u9650\uff0c\u65b0\u589e\u5458\u5de5\u65f6\u5173\u8054\u5bf9\u5e94\u89d2\u8272\uff0c\u907f\u514d\u6743\u9650\u6ee5\u7528\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%89%E3%80%81%E6%8A%80%E6%9C%AF%E6%95%85%E9%9A%9C%E8%A7%A3%E5%86%B3%EF%BC%9A3_%E7%B1%BB%E8%B7%A8%E5%A2%83%E6%95%B0%E6%8D%AE%E9%AB%98%E9%A2%91%E9%97%AE%E9%A2%98%EF%BC%8C1_%E5%88%86%E9%92%9F%E4%BF%AE%E5%A4%8D\"><\/span>\u4e09\u3001\u6280\u672f\u6545\u969c\u89e3\u51b3\uff1a3 \u7c7b\u8de8\u5883\u6570\u636e\u9ad8\u9891\u95ee\u9898\uff0c1 \u5206\u949f\u4fee\u590d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%E5%A4%9A%E5%B9%B3%E5%8F%B0%E6%95%B0%E6%8D%AE%E9%9B%86%E6%88%90%E5%A4%B1%E8%B4%A5%EF%BC%8C%E6%8F%90%E7%A4%BA_%E2%80%9C%E5%AD%97%E6%AE%B5%E5%8C%B9%E9%85%8D%E9%94%99%E8%AF%AF%E2%80%9D%EF%BC%9F\"><\/span>1. \u591a\u5e73\u53f0\u6570\u636e\u96c6\u6210\u5931\u8d25\uff0c\u63d0\u793a \u201c\u5b57\u6bb5\u5339\u914d\u9519\u8bef\u201d\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6280\u672f\u539f\u56e0\uff1a\u65b0\u589e\u5e73\u53f0\u5b57\u6bb5\u672a\u5f55\u5165 \u201c\u5b57\u6bb5\u6620\u5c04\u77e5\u8bc6\u5e93\u201d\uff08\u5982 Shopee \u65b0\u589e \u201corder_tax\u201d \u5b57\u6bb5\uff0c\u7cfb\u7edf\u672a\u8bc6\u522b\uff09\uff0c\u6216 API \u5bc6\u94a5\u6743\u9650\u4e0d\u8db3\uff1b<\/li>\n\n\n\n<li>\u89e3\u51b3\u6b65\u9aa4\uff1a\u2460 \u8fdb\u5165 \u201c\u6570\u636e\u96c6\u6210\u2192\u5b57\u6bb5\u6620\u5c04\u201d\uff0c\u70b9\u51fb \u201c\u65b0\u589e\u6620\u5c04\u201d\uff0c\u624b\u52a8\u6dfb\u52a0 \u201corder_tax = \u8ba2\u5355\u7a0e\u8d39\u201d\uff0c\u7cfb\u7edf\u81ea\u52a8\u540c\u6b65\u81f3\u77e5\u8bc6\u5e93\uff1b\u2461 \u68c0\u67e5 API \u5bc6\u94a5\u6743\u9650\uff0c\u786e\u4fdd\u5f00\u542f \u201c\u6570\u636e\u8bfb\u53d6\u201d\u201c\u8ba2\u5355\u67e5\u8be2\u201d \u6743\u9650\uff0c\u91cd\u65b0\u542f\u52a8 ETL\uff0c1 \u5206\u949f\u5185\u6062\u590d\u96c6\u6210\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_AI_%E9%94%80%E9%87%8F%E9%A2%84%E6%B5%8B%E5%81%8F%E5%B7%AE%E8%B6%85_15%EF%BC%8C%E4%B8%8E%E5%AE%9E%E9%99%85%E9%94%80%E9%87%8F%E4%B8%8D%E7%AC%A6%EF%BC%9F\"><\/span>2. AI \u9500\u91cf\u9884\u6d4b\u504f\u5dee\u8d85 15%\uff0c\u4e0e\u5b9e\u9645\u9500\u91cf\u4e0d\u7b26\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6280\u672f\u539f\u56e0\uff1a\u9884\u6d4b\u6a21\u578b\u672a\u7eb3\u5165 \u201c\u7a81\u53d1\u56e0\u7d20\u201d\uff08\u5982\u5e73\u53f0\u4e34\u65f6\u4fc3\u9500\u3001\u7ade\u54c1\u7a81\u7136\u964d\u4ef7\uff09\uff0c\u6216\u5386\u53f2\u6570\u636e\u6837\u672c\u4e0d\u8db3\uff08\u5982\u65b0\u54c1\u4ec5 10 \u5929\u9500\u91cf\u6570\u636e\uff09\uff1b<\/li>\n\n\n\n<li>\u89e3\u51b3\u6b65\u9aa4\uff1a\u2460 \u8fdb\u5165 \u201cAI \u9884\u6d4b\u2192\u6a21\u578b\u4f18\u5316\u201d\uff0c\u624b\u52a8\u6dfb\u52a0 \u201c\u7a81\u53d1\u56e0\u7d20\u201d\uff08\u5982 \u201c10 \u6708 15 \u65e5\u5e73\u53f0\u4fc3\u9500\uff0c\u9500\u91cf\u9884\u8ba1\u589e\u957f 30%\u201d\uff09\uff1b\u2461 \u82e5\u4e3a\u65b0\u54c1\uff0c\u52fe\u9009 \u201c\u8865\u5145\u884c\u4e1a\u6570\u636e\u201d\uff08\u7cfb\u7edf\u81ea\u52a8\u62c9\u53d6\u540c\u54c1\u7c7b\u65b0\u54c1\u5386\u53f2\u6570\u636e\uff09\uff0c\u91cd\u65b0\u751f\u6210\u9884\u6d4b\uff0c\u504f\u5dee\u53ef\u964d\u81f3 8% \u4ee5\u5185\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_%E5%AE%9E%E6%97%B6%E7%9C%8B%E6%9D%BF%E5%8D%A1%E9%A1%BF%EF%BC%8C%E6%95%B0%E6%8D%AE%E6%9B%B4%E6%96%B0%E5%BB%B6%E8%BF%9F%E8%B6%85_10_%E7%A7%92%EF%BC%9F\"><\/span>3. \u5b9e\u65f6\u770b\u677f\u5361\u987f\uff0c\u6570\u636e\u66f4\u65b0\u5ef6\u8fdf\u8d85 10 \u79d2\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6280\u672f\u539f\u56e0\uff1aFlink \u6d41\u5904\u7406\u8282\u70b9\u8d44\u6e90\u4e0d\u8db3\uff08\u5982\u5185\u5b58\u4ec5 2GB\uff0c\u65e0\u6cd5\u652f\u6491 10 \u4e07\u6761 \/ \u79d2\u6570\u636e\u5904\u7406\uff09\uff0c\u6216\u6d4f\u89c8\u5668\u7f13\u5b58\u8fc7\u591a\uff1b<\/li>\n\n\n\n<li>\u89e3\u51b3\u6b65\u9aa4\uff1a\u2460 \u8fdb\u5165 \u201c\u7cfb\u7edf\u8bbe\u7f6e\u2192\u8d44\u6e90\u7ba1\u7406\u2192\u6d41\u5904\u7406\u8282\u70b9\u201d\uff0c\u5c06\u5185\u5b58\u4ece 2GB \u589e\u81f3 4GB\uff0cCPU \u6838\u6570\u4ece 2 \u6838\u589e\u81f3 4 \u6838\uff1b\u2461 \u6e05\u7406\u6d4f\u89c8\u5668\u7f13\u5b58\uff08\u6216\u6362 Chrome \u6d4f\u89c8\u5668\uff09\uff0c\u5237\u65b0\u5b9e\u65f6\u770b\u677f\uff0c\u6570\u636e\u66f4\u65b0\u5ef6\u8fdf\u53ef\u7f29\u81f3 1 \u79d2\u5185\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%9B%9B%E3%80%81%E6%80%BB%E7%BB%93%EF%BC%9A%E8%B7%A8%E5%A2%83%E7%94%B5%E5%95%86%E6%95%B0%E6%8D%AE%E6%99%BA%E8%83%BD%EF%BC%8C%E9%80%89_SafeW_%E6%8A%80%E6%9C%AF%E6%89%8D_%E2%80%9C%E9%AB%98%E6%95%88%E5%86%B3%E7%AD%96%E2%80%9D\"><\/span>\u56db\u3001\u603b\u7ed3\uff1a\u8de8\u5883\u7535\u5546\u6570\u636e\u667a\u80fd\uff0c\u9009 SafeW \u6280\u672f\u624d \u201c\u9ad8\u6548\u51b3\u7b56\u201d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5bf9\u591a\u5e73\u53f0\u8fd0\u8425\u7684\u8de8\u5883\u7535\u5546\u800c\u8a00\uff0c\u201c\u6570\u636e\u96c6\u6210\u6548\u7387\u3001\u5206\u6790\u5b9e\u65f6\u6027\u3001\u9884\u6d4b\u51c6\u786e\u6027\u3001\u5b89\u5168\u5408\u89c4\u6027\u201d \u76f4\u63a5\u51b3\u5b9a\u51b3\u7b56\u901f\u5ea6\u4e0e\u76c8\u5229\u6c34\u5e73 \u2014\u2014 \u901a\u8fc7<a href=\"https:\/\/safevv.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>safew \u5b98\u65b9\u4e0b\u8f7d<\/strong><\/a>\u7684 \u201c\u591a\u5e73\u53f0\u6570\u636e\u96c6\u6210 + \u667a\u80fd\u5206\u6790\u201d \u6280\u672f\u67b6\u6784\uff0c\u4ece\u5e95\u5c42\u89e3\u51b3 \u201c\u6570\u636e\u788e\u3001\u5206\u6790\u6162\u3001\u51b3\u7b56\u76f2\u3001\u5b89\u5168\u9669\u201d \u56db\u5927\u75db\u70b9\uff0c\u5b9e\u73b0 \u201c\u6570\u636e\u5904\u7406\u6548\u7387\u63d0 80%\u3001\u51b3\u7b56\u8017\u65f6\u964d 70%\u3001\u9500\u91cf\u9884\u6d4b\u51c6\u786e\u7387\u8d85 90%\u3001\u5408\u89c4\u98ce\u9669\u4e3a 0\u201d\uff0c\u8ba9\u6570\u636e\u771f\u6b63\u6210\u4e3a \u201c\u76c8\u5229\u52a9\u63a8\u5668\u201d\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\u70b9\u51fb<a href=\"https:\/\/safevv.org\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>SafeW \u4e0b\u8f7d\u94fe\u63a5<\/strong><\/a>\uff0c\u83b7\u53d6\u8de8\u5883\u6570\u636e\u667a\u80fd\u6280\u672f\u90e8\u7f72\u6307\u5357\uff0c\u6280\u672f\u56e2\u961f\u53ef\u7533\u8bf7 \u201c\u6570\u636e\u6a21\u5757\u6d4b\u8bd5\u8d26\u53f7\u201d\uff0c30 \u5206\u949f\u5b8c\u6210\u591a\u5e73\u53f0\u6570\u636e\u5bf9\u63a5\u4e0e\u5b9e\u65f6\u770b\u677f\u642d\u5efa\uff0c\u8ba9\u8de8\u5883\u8fd0\u8425\u4ece \u201c\u7ecf\u9a8c\u9a71\u52a8\u201d \u5168\u9762\u8f6c\u5411 \u201c\u6570\u636e\u9a71\u52a8\u201d\uff01<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u4ee5\u524d\u6574\u5408\u4e9a\u9a6c\u900a\u3001\u901f\u5356\u901a\u3001Shopee 3 \u4e2a\u5e73\u53f0\u7684\u9500\u91cf\u3001\u5ba2\u6237\u3001\u5e7f\u544a\u6570\u636e\uff0c\u8981\u624b\u52a8\u7528 Excel \u505a ETL\uff08\u62bd\u53d6 &#8211; \u8f6c\u6362 &#8211; \u52a0\u8f7d\uff09\uff0c1 \u5468\u624d\u80fd\u51fa\u4e00\u6b21\u5206\u6790\u62a5\u544a\uff1b\u73b0\u5728\u7528 SafeW \u7684\u667a\u80fd\u6570\u636e\u67b6\u6784\uff0c\u5b9e\u65f6\u96c6\u6210\u591a\u5e73\u53f0\u6570\u636e\uff0cAI \u9884\u6d4b\u4e0b\u5468\u9500\u91cf\u8bef\u5dee\u4e0d\u5230 5%\uff0c\u9009\u54c1\u51b3\u7b56\u4ece\u2018\u9760\u7ecf\u9a8c\u2019\u53d8\u6210\u2018\u9760\u6570\u636e\u2019\u3002\u201d \u6df1\u5733 \u201c\u73af\u7403\u6613\u8d2d\u201d \u8de8\u5883\u7535\u5546\u6570\u636e\u8d1f\u8d23\u4eba\u9648\u94ed\uff0c\u770b\u7740\u5b9e\u65f6\u66f4\u65b0\u7684\u9500\u91cf\u9884\u6d4b\u770b\u677f\uff0c\u7ec8\u4e8e\u6446\u8131\u4e86 \u201c\u6570\u636e\u6ede\u540e\u62d6\u51b3\u7b56\u201d \u7684\u56f0\u5883\u3002\u5bf9\u591a\u5e73\u53f0\u8fd0\u8425\u7684\u8de8\u5883\u7535\u5546\u800c\u8a00\uff0c\u201c\u6570\u636e\u788e\u7247\u5316\u3001\u5206\u6790\u6548\u7387\u4f4e\u3001\u51b3\u7b56\u65e0\u4f9d\u636e\u3001\u5b89\u5168\u6709\u98ce\u9669\u201d \u662f\u6838\u5fc3\u6280\u672f\u74f6\u9888\uff0c\u800csafew \u5b98\u65b9\u9488\u5bf9\u8de8\u5883\u6570\u636e\u573a\u666f\u8bbe\u8ba1\u7684 \u201c\u591a\u5e73\u53f0\u96c6\u6210 + \u667a\u80fd\u5206\u6790\u201d \u6280\u672f\u67b6\u6784\uff0c\u6b63\u4ece\u5e95\u5c42\u5b9e\u73b0 \u201c\u6570\u636e\u901a\u3001\u5206\u6790\u5feb\u3001\u51b3\u7b56\u51c6\u3001\u5b89\u5168\u7a33\u201d\u3002 \u4e00\u3001\u8de8\u5883\u6570\u636e\u6280\u672f\u75db\u70b9\uff1a4 \u5927\u74f6\u9888\uff0c\u8ba9\u6570\u636e\u6210 \u201c\u8d1f\u62c5\u201d \u800c\u975e \u201c\u8d44\u4ea7\u201d \u4e2d\u5c0f\u8de8\u5883\u7535\u5546\u8fd0\u8425\u4e9a\u9a6c\u900a\u3001\u901f\u5356\u901a\u3001Shopee \u7b49\u591a\u5e73\u53f0\u65f6\uff0c\u4f20\u7edf\u6570\u636e\u7ba1\u7406\u65b9\u5f0f\u5e38\u56e0 \u201c\u6280\u672f\u9002\u914d\u4e0d\u8db3\u201d \u9677\u5165\u4ee5\u4e0b\u56f0\u5883\uff0c\u6570\u636e\u4ef7\u503c\u65e0\u6cd5\u91ca\u653e\uff1a \u201c\u53bb\u5e74\u56e0\u624b\u52a8\u8f6c\u6362\u6570\u636e\u65f6\u5b57\u6bb5\u5339\u914d\u9519\u8bef\uff0c\u628a\u901f\u5356\u901a\u2018\u9000\u6b3e\u91d1\u989d\u2019\u7b97\u6210\u2018\u8ba2\u5355\u91d1\u989d\u2019\uff0c\u5bfc\u81f4\u6708\u5ea6\u5229\u6da6\u5206\u6790\u504f\u5dee 30%\uff0c\u5dee\u70b9\u8bef\u5224\u67d0\u54c1\u7c7b\u2018\u76c8\u5229\u2019\u5b9e\u9645\u4e8f\u635f\uff0c\u8fd8\u597d\u53ca\u65f6\u53d1\u73b0\u624d\u6ca1\u76f2\u76ee\u6269\u4ea7\u3002\u201d \u9648\u94ed\u7684\u7ecf\u5386\uff0c\u662f\u8de8\u5883\u7535\u5546\u6570\u636e\u7ba1\u7406\u7684\u5178\u578b\u75db\u70b9\u3002 \u4e8c\u3001SafeW \u8de8\u5883\u6570\u636e\u667a\u80fd\u6280\u672f\u67b6\u6784\uff1a4 \u5927\u6838\u5fc3\u6a21\u5757\uff0c\u8ba9\u6570\u636e\u9a71\u52a8\u51b3\u7b56 \u901a\u8fc7safew \u8f6f\u4ef6\u4e0b\u8f7d\u90e8\u7f72\u7684 \u201c\u591a\u5e73\u53f0\u6570\u636e\u96c6\u6210 + \u667a\u80fd\u5206\u6790\u201d \u6280\u672f\u67b6\u6784\uff0c\u4ece \u201c\u6570\u636e\u63a5\u5165\u3001\u5b9e\u65f6\u5206\u6790\u3001AI \u9884\u6d4b\u3001\u5b89\u5168\u5408\u89c4\u201d \u56db\u5927\u7ef4\u5ea6\uff0c\u6784\u5efa\u8de8\u5883\u7535\u5546\u4e13\u5c5e\u6570\u636e\u667a\u80fd\u4f53\u7cfb\uff0c\u5b9e\u73b0 \u201c\u6570\u636e\u5904\u7406\u6548\u7387\u63d0 80%\u3001\u9884\u6d4b\u51c6\u786e\u7387\u8d85 90%\u3001\u5408\u89c4\u98ce\u9669\u964d\u4e3a 0\u201d\u3002 1. \u591a\u5e73\u53f0\u6570\u636e ETL \u667a\u80fd\u9002\u914d\uff1a\u4e00\u952e\u96c6\u6210\uff0c\u683c\u5f0f\u8f6c\u6362 0 \u624b\u52a8 \u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a \u4f20\u7edf\u6570\u636e\u96c6\u6210\u9760 \u201c\u4eba\u5de5 ETL\u201d\uff0c\u6548\u7387\u4f4e\u4e14\u6613\u51fa\u9519\uff1bSafeW \u91c7\u7528 \u201c\u4f4e\u4ee3\u7801 ETL \u5f15\u64ce + \u591a\u5e73\u53f0 API \u9002\u914d\u5e93\u201d\uff0c\u5b9e\u73b0\u6570\u636e\u5168\u81ea\u52a8\u63a5\u5165\uff1a \u5b9e\u64cd\u90e8\u7f72\uff08safew \u7535\u8111\u7248\u4e0b\u8f7d \u540e\u53f0\u914d\u7f6e\uff09\uff1a 2. \u5b9e\u65f6\u6570\u636e\u6d41\u5f0f\u5206\u6790\uff1a\u79d2\u7ea7\u6d1e\u5bdf\uff0c\u52a8\u6001\u8c03\u6574\u4e0d\u6ede\u540e \u6280\u672f\u539f\u7406\u4e0e\u4f18\u52bf\uff1a \u4f20\u7edf\u79bb\u7ebf\u5206\u6790\u65e0\u6cd5\u6355\u6349\u5b9e\u65f6\u52a8\u6001\uff0cSafeW \u91c7\u7528 \u201cFlink \u6d41\u5904\u7406\u5f15\u64ce + \u5b9e\u65f6\u8ba1\u7b97\u6a21\u578b\u201d\uff0c\u5b9e\u73b0\u6570\u636e\u79d2\u7ea7\u5206\u6790\uff1a \u5b9e\u64cd\u90e8\u7f72\uff08\u624b\u673a\u7aef + \u7535\u8111\u7aef\u534f\u540c\uff09\uff1a 3. 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